HCV Exploration

Overview
Reproduction

Dataset statistics

Number of variables	29
Number of observations	1385
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	313.9 KiB
Average record size in memory	232.1 B

Variable types

Numeric	20
Categorical	9

Reproduction

Analysis started	2021-01-28 15:04:59.311538
Analysis finished	2021-01-28 15:05:49.578603
Duration	50.27 seconds
Software version	pandas-profiling v2.10.0
Download configuration	config.yaml

Age
Real number (ℝ_≥0)

Distinct	30
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	46.31913357
Minimum	32
Maximum	61
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	32
5-th percentile	33
Q1	39
median	46
Q3	54
95-th percentile	60
Maximum	61
Range	29
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.781505747
Coefficient of variation (CV)	0.1895870037
Kurtosis	-1.253372549
Mean	46.31913357
Median Absolute Deviation (MAD)	8
Skewness	0.006834851623
Sum	64152
Variance	77.11484318
Monotocity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
56	58	4.2%
33	56	4.0%
39	54	3.9%
36	51	3.7%
43	51	3.7%
47	51	3.7%
32	50	3.6%
53	49	3.5%
41	48	3.5%
34	48	3.5%
Other values (20)	869	62.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
32	50	3.6%
33	56	4.0%
34	48	3.5%
35	44	3.2%
36	51	3.7%
37	46	3.3%
38	48	3.5%
39	54	3.9%
40	37	2.7%
41	48	3.5%

Value	Count	Frequency (%)
61	40	2.9%
60	45	3.2%
59	48	3.5%
58	47	3.4%
57	46	3.3%
56	58	4.2%
55	44	3.2%
54	46	3.3%
53	49	3.5%
52	45	3.2%

Gender
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.6 KiB

1	707
2	678

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1385
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	2
5th row	1

Value	Count	Frequency (%)
1	707	51.0%
2	678	49.0%

Histogram of lengths of the category

Value	Count	Frequency (%)
1	707	51.0%
2	678	49.0%

Most occurring characters

Value	Count	Frequency (%)
1	707	51.0%
2	678	49.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1385	100.0%

Most frequent character per category

Value	Count	Frequency (%)
1	707	51.0%
2	678	49.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1385	100.0%

Most frequent character per script

Value	Count	Frequency (%)
1	707	51.0%
2	678	49.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1385	100.0%

Most frequent character per block

Value	Count	Frequency (%)
1	707	51.0%
2	678	49.0%

BMI
Real number (ℝ_≥0)

Distinct	14
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	28.60866426
Minimum	22
Maximum	35
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	22
5-th percentile	22
Q1	25
median	29
Q3	32
95-th percentile	35
Maximum	35
Range	13
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.076215379
Coefficient of variation (CV)	0.1424818489
Kurtosis	-1.244280222
Mean	28.60866426
Median Absolute Deviation (MAD)	4
Skewness	-0.03557283505
Sum	39623
Variance	16.61553181
Monotocity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
34	118	8.5%
24	112	8.1%
28	107	7.7%
33	104	7.5%
31	104	7.5%
35	100	7.2%
27	99	7.1%
23	97	7.0%
22	96	6.9%
30	95	6.9%
Other values (4)	353	25.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
22	96	6.9%
23	97	7.0%
24	112	8.1%
25	92	6.6%
26	78	5.6%
27	99	7.1%
28	107	7.7%
29	93	6.7%
30	95	6.9%
31	104	7.5%

Value	Count	Frequency (%)
35	100	7.2%
34	118	8.5%
33	104	7.5%
32	90	6.5%
31	104	7.5%
30	95	6.9%
29	93	6.7%
28	107	7.7%
27	99	7.1%
26	78	5.6%

Fever
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.6 KiB

2	714
1	671

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1385
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	1
3rd row	2
4th row	1
5th row	1

Value	Count	Frequency (%)
2	714	51.6%
1	671	48.4%

Histogram of lengths of the category

Value	Count	Frequency (%)
2	714	51.6%
1	671	48.4%

Most occurring characters

Value	Count	Frequency (%)
2	714	51.6%
1	671	48.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1385	100.0%

Most frequent character per category

Value	Count	Frequency (%)
2	714	51.6%
1	671	48.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	1385	100.0%

Most frequent character per script

Value	Count	Frequency (%)
2	714	51.6%
1	671	48.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1385	100.0%

Most frequent character per block

Value	Count	Frequency (%)
2	714	51.6%
1	671	48.4%

Nausea/Vomting
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.6 KiB

2	696
1	689

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1385
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	2
3rd row	2
4th row	2
5th row	1

Value	Count	Frequency (%)
2	696	50.3%
1	689	49.7%

Histogram of lengths of the category

Value	Count	Frequency (%)
2	696	50.3%
1	689	49.7%

Most occurring characters

Value	Count	Frequency (%)
2	696	50.3%
1	689	49.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1385	100.0%

Most frequent character per category

Value	Count	Frequency (%)
2	696	50.3%
1	689	49.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	1385	100.0%

Most frequent character per script

Value	Count	Frequency (%)
2	696	50.3%
1	689	49.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1385	100.0%

Most frequent character per block

Value	Count	Frequency (%)
2	696	50.3%
1	689	49.7%

Headache
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.6 KiB

1	698
2	687

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1385
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	2
3rd row	2
4th row	1
5th row	2

Value	Count	Frequency (%)
1	698	50.4%
2	687	49.6%

Histogram of lengths of the category

Value	Count	Frequency (%)
1	698	50.4%
2	687	49.6%

Most occurring characters

Value	Count	Frequency (%)
1	698	50.4%
2	687	49.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1385	100.0%

Most frequent character per category

Value	Count	Frequency (%)
1	698	50.4%
2	687	49.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	1385	100.0%

Most frequent character per script

Value	Count	Frequency (%)
1	698	50.4%
2	687	49.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1385	100.0%

Most frequent character per block

Value	Count	Frequency (%)
1	698	50.4%
2	687	49.6%

Diarrhea
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.6 KiB

2	696
1	689

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1385
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	2
4th row	2
5th row	1

Value	Count	Frequency (%)
2	696	50.3%
1	689	49.7%

Histogram of lengths of the category

Value	Count	Frequency (%)
2	696	50.3%
1	689	49.7%

Most occurring characters

Value	Count	Frequency (%)
2	696	50.3%
1	689	49.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1385	100.0%

Most frequent character per category

Value	Count	Frequency (%)
2	696	50.3%
1	689	49.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	1385	100.0%

Most frequent character per script

Value	Count	Frequency (%)
2	696	50.3%
1	689	49.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1385	100.0%

Most frequent character per block

Value	Count	Frequency (%)
2	696	50.3%
1	689	49.7%

Fatigue & generalized bone ache
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.6 KiB

1	694
2	691

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1385
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	1
4th row	1
5th row	2

Value	Count	Frequency (%)
1	694	50.1%
2	691	49.9%

Histogram of lengths of the category

Value	Count	Frequency (%)
1	694	50.1%
2	691	49.9%

Most occurring characters

Value	Count	Frequency (%)
1	694	50.1%
2	691	49.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1385	100.0%

Most frequent character per category

Value	Count	Frequency (%)
1	694	50.1%
2	691	49.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	1385	100.0%

Most frequent character per script

Value	Count	Frequency (%)
1	694	50.1%
2	691	49.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1385	100.0%

Most frequent character per block

Value	Count	Frequency (%)
1	694	50.1%
2	691	49.9%

Jaundice
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.6 KiB

2	694
1	691

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1385
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	1
4th row	2
5th row	2

Value	Count	Frequency (%)
2	694	50.1%
1	691	49.9%

Histogram of lengths of the category

Value	Count	Frequency (%)
2	694	50.1%
1	691	49.9%

Most occurring characters

Value	Count	Frequency (%)
2	694	50.1%
1	691	49.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1385	100.0%

Most frequent character per category

Value	Count	Frequency (%)
2	694	50.1%
1	691	49.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	1385	100.0%

Most frequent character per script

Value	Count	Frequency (%)
2	694	50.1%
1	691	49.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1385	100.0%

Most frequent character per block

Value	Count	Frequency (%)
2	694	50.1%
1	691	49.9%

Epigastric pain
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.6 KiB

2	698
1	687

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1385
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	1
3rd row	1
4th row	1
5th row	2

Value	Count	Frequency (%)
2	698	50.4%
1	687	49.6%

Histogram of lengths of the category

Value	Count	Frequency (%)
2	698	50.4%
1	687	49.6%

Most occurring characters

Value	Count	Frequency (%)
2	698	50.4%
1	687	49.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1385	100.0%

Most frequent character per category

Value	Count	Frequency (%)
2	698	50.4%
1	687	49.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	1385	100.0%

Most frequent character per script

Value	Count	Frequency (%)
2	698	50.4%
1	687	49.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1385	100.0%

Most frequent character per block

Value	Count	Frequency (%)
2	698	50.4%
1	687	49.6%

WBC
Real number (ℝ_≥0)

Distinct	1305
Distinct (%)	94.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7533.386282
Minimum	2991
Maximum	12101
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	2991
5-th percentile	3414
Q1	5219
median	7498
Q3	9902
95-th percentile	11676
Maximum	12101
Range	9110
Interquartile range (IQR)	4683

Descriptive statistics

Standard deviation	2668.220333
Coefficient of variation (CV)	0.3541860503
Kurtosis	-1.220602077
Mean	7533.386282
Median Absolute Deviation (MAD)	2336
Skewness	0.0160808651
Sum	10433740
Variance	7119399.744
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3414	3	0.2%
6038	3	0.2%
3271	3	0.2%
11530	3	0.2%
4082	3	0.2%
3555	2	0.1%
3486	2	0.1%
10620	2	0.1%
8429	2	0.1%
7935	2	0.1%
Other values (1295)	1360	98.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2991	1	0.1%
2995	1	0.1%
3001	1	0.1%
3007	1	0.1%
3009	1	0.1%
3010	1	0.1%
3020	1	0.1%
3029	1	0.1%
3043	1	0.1%
3050	1	0.1%

Value	Count	Frequency (%)
12101	1	0.1%
12094	1	0.1%
12093	1	0.1%
12088	1	0.1%
12082	1	0.1%
12078	1	0.1%
12067	1	0.1%
12064	1	0.1%
12061	1	0.1%
12049	1	0.1%

RBC
Real number (ℝ_≥0)

Distinct	1384
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4422129.611
Minimum	3816422
Maximum	5018451
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	3816422
5-th percentile	3879629.2
Q1	4121374
median	4438465
Q3	4721279
95-th percentile	4958421
Maximum	5018451
Range	1202029
Interquartile range (IQR)	599905

Descriptive statistics

Standard deviation	346357.7116
Coefficient of variation (CV)	0.07832373587
Kurtosis	-1.19420021
Mean	4422129.611
Median Absolute Deviation (MAD)	301507
Skewness	-0.04766267071
Sum	6124649511
Variance	1.199636644 × 10¹¹
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4153369	2	0.1%
4136958	1	0.1%
4049614	1	0.1%
3955993	1	0.1%
4740445	1	0.1%
4169770	1	0.1%
4553831	1	0.1%
4683300	1	0.1%
4445570	1	0.1%
4593035	1	0.1%
Other values (1374)	1374	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3816422	1	0.1%
3816997	1	0.1%
3817833	1	0.1%
3818313	1	0.1%
3818404	1	0.1%
3819878	1	0.1%
3820024	1	0.1%
3820864	1	0.1%
3821231	1	0.1%
3821444	1	0.1%

Value	Count	Frequency (%)
5018451	1	0.1%
5018034	1	0.1%
5017591	1	0.1%
5015912	1	0.1%
5015030	1	0.1%
5014890	1	0.1%
5014169	1	0.1%
5013681	1	0.1%
5012914	1	0.1%
5011388	1	0.1%

HGB
Real number (ℝ_≥0)

Distinct	6
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12.58772563
Minimum	10
Maximum	15
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	10
5-th percentile	10
Q1	11
median	13
Q3	14
95-th percentile	15
Maximum	15
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.71351128
Coefficient of variation (CV)	0.1361255663
Kurtosis	-1.271331631
Mean	12.58772563
Median Absolute Deviation (MAD)	2
Skewness	-0.04688702911
Sum	17434
Variance	2.936120907
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
15	258	18.6%
12	236	17.0%
14	231	16.7%
13	225	16.2%
11	223	16.1%
10	212	15.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10	212	15.3%
11	223	16.1%
12	236	17.0%
13	225	16.2%
14	231	16.7%
15	258	18.6%

Value	Count	Frequency (%)
15	258	18.6%
14	231	16.7%
13	225	16.2%
12	236	17.0%
11	223	16.1%
10	212	15.3%

Plat
Real number (ℝ_≥0)

Distinct	1375
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	158348.0606
Minimum	93013
Maximum	226464
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	93013
5-th percentile	98761.4
Q1	124479
median	157916
Q3	190314
95-th percentile	219865.2
Maximum	226464
Range	133451
Interquartile range (IQR)	65835

Descriptive statistics

Standard deviation	38794.78555
Coefficient of variation (CV)	0.2449969099
Kurtosis	-1.20412637
Mean	158348.0606
Median Absolute Deviation (MAD)	32848
Skewness	0.0324416118
Sum	219312064
Variance	1505035386
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
163145	2	0.1%
186850	2	0.1%
128569	2	0.1%
171378	2	0.1%
103368	2	0.1%
223137	2	0.1%
167031	2	0.1%
199307	2	0.1%
104272	2	0.1%
218554	2	0.1%
Other values (1365)	1365	98.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
93013	1	0.1%
93034	1	0.1%
93242	1	0.1%
93301	1	0.1%
93603	1	0.1%
93708	1	0.1%
93731	1	0.1%
93755	1	0.1%
93785	1	0.1%
93786	1	0.1%

Value	Count	Frequency (%)
226464	1	0.1%
226428	1	0.1%
226259	1	0.1%
226129	1	0.1%
226071	1	0.1%
225941	1	0.1%
225818	1	0.1%
225816	1	0.1%
225723	1	0.1%
225559	1	0.1%

AST 1
Real number (ℝ_≥0)

Distinct	90
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	82.77472924
Minimum	39
Maximum	128
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	39
5-th percentile	43
Q1	60
median	83
Q3	105
95-th percentile	123.8
Maximum	128
Range	89
Interquartile range (IQR)	45

Descriptive statistics

Standard deviation	25.99324217
Coefficient of variation (CV)	0.3140238863
Kurtosis	-1.204960281
Mean	82.77472924
Median Absolute Deviation (MAD)	23
Skewness	0.03013154245
Sum	114643
Variance	675.6486384
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
86	26	1.9%
124	22	1.6%
121	22	1.6%
93	21	1.5%
67	21	1.5%
66	21	1.5%
110	21	1.5%
62	20	1.4%
55	20	1.4%
56	19	1.4%
Other values (80)	1172	84.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
39	16	1.2%
40	16	1.2%
41	18	1.3%
42	19	1.4%
43	16	1.2%
44	17	1.2%
45	17	1.2%
46	14	1.0%
47	12	0.9%
48	13	0.9%

Value	Count	Frequency (%)
128	19	1.4%
127	15	1.1%
126	8	0.6%
125	6	0.4%
124	22	1.6%
123	13	0.9%
122	15	1.1%
121	22	1.6%
120	14	1.0%
119	17	1.2%

ALT 1
Real number (ℝ_≥0)

Distinct	90
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	83.91624549
Minimum	39
Maximum	128
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	39
5-th percentile	43
Q1	62
median	83
Q3	106
95-th percentile	125
Maximum	128
Range	89
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	25.92279952
Coefficient of variation (CV)	0.3089127662
Kurtosis	-1.164678686
Mean	83.91624549
Median Absolute Deviation (MAD)	22
Skewness	0.01792627375
Sum	116224
Variance	671.991535
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
126	30	2.2%
109	25	1.8%
86	24	1.7%
93	22	1.6%
63	22	1.6%
101	22	1.6%
78	22	1.6%
102	21	1.5%
70	21	1.5%
81	20	1.4%
Other values (80)	1156	83.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
39	20	1.4%
40	12	0.9%
41	18	1.3%
42	13	0.9%
43	14	1.0%
44	14	1.0%
45	12	0.9%
46	10	0.7%
47	11	0.8%
48	17	1.2%

Value	Count	Frequency (%)
128	17	1.2%
127	17	1.2%
126	30	2.2%
125	11	0.8%
124	19	1.4%
123	15	1.1%
122	17	1.2%
121	18	1.3%
120	12	0.9%
119	12	0.9%

ALT4
Real number (ℝ_≥0)

Distinct	90
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	83.40577617
Minimum	39
Maximum	128
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	39
5-th percentile	43
Q1	61
median	82
Q3	107
95-th percentile	124
Maximum	128
Range	89
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	26.52972967
Coefficient of variation (CV)	0.3180802444
Kurtosis	-1.25148903
Mean	83.40577617
Median Absolute Deviation (MAD)	23
Skewness	0.02328852466
Sum	115517
Variance	703.8265562
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
120	27	1.9%
64	26	1.9%
71	25	1.8%
43	24	1.7%
118	22	1.6%
117	21	1.5%
81	21	1.5%
114	21	1.5%
67	21	1.5%
53	20	1.4%
Other values (80)	1157	83.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
39	15	1.1%
40	17	1.2%
41	18	1.3%
42	13	0.9%
43	24	1.7%
44	17	1.2%
45	18	1.3%
46	13	0.9%
47	12	0.9%
48	16	1.2%

Value	Count	Frequency (%)
128	19	1.4%
127	18	1.3%
126	9	0.6%
125	14	1.0%
124	18	1.3%
123	15	1.1%
122	14	1.0%
121	13	0.9%
120	27	1.9%
119	16	1.2%

ALT 12
Real number (ℝ_≥0)

Distinct	90
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	83.51046931
Minimum	39
Maximum	128
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	39
5-th percentile	43
Q1	60
median	84
Q3	106
95-th percentile	123
Maximum	128
Range	89
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	26.06447788
Coefficient of variation (CV)	0.312110303
Kurtosis	-1.200700237
Mean	83.51046931
Median Absolute Deviation (MAD)	23
Skewness	-0.01116728514
Sum	115662
Variance	679.3570074
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	22	1.6%
89	22	1.6%
103	22	1.6%
68	22	1.6%
85	21	1.5%
121	21	1.5%
116	21	1.5%
60	21	1.5%
59	20	1.4%
43	20	1.4%
Other values (80)	1173	84.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
39	22	1.6%
40	12	0.9%
41	11	0.8%
42	18	1.3%
43	20	1.4%
44	15	1.1%
45	12	0.9%
46	13	0.9%
47	19	1.4%
48	16	1.2%

Value	Count	Frequency (%)
128	16	1.2%
127	17	1.2%
126	13	0.9%
125	7	0.5%
124	16	1.2%
123	13	0.9%
122	17	1.2%
121	21	1.5%
120	16	1.2%
119	16	1.2%

ALT 24
Real number (ℝ_≥0)

Distinct	90
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	83.70902527
Minimum	39
Maximum	128
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	39
5-th percentile	42
Q1	61
median	83
Q3	107
95-th percentile	124
Maximum	128
Range	89
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	26.20599445
Coefficient of variation (CV)	0.3130605615
Kurtosis	-1.211084312
Mean	83.70902527
Median Absolute Deviation (MAD)	23
Skewness	-0.03309517243
Sum	115937
Variance	686.7541454
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
115	27	1.9%
101	25	1.8%
126	24	1.7%
84	22	1.6%
41	22	1.6%
107	22	1.6%
122	22	1.6%
104	22	1.6%
92	21	1.5%
81	21	1.5%
Other values (80)	1157	83.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
39	16	1.2%
40	17	1.2%
41	22	1.6%
42	18	1.3%
43	20	1.4%
44	14	1.0%
45	9	0.6%
46	16	1.2%
47	21	1.5%
48	7	0.5%

Value	Count	Frequency (%)
128	10	0.7%
127	16	1.2%
126	24	1.7%
125	12	0.9%
124	13	0.9%
123	13	0.9%
122	22	1.6%
121	7	0.5%
120	19	1.4%
119	14	1.0%

ALT 36
Real number (ℝ_≥0)

Distinct	91
Distinct (%)	6.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	83.11768953
Minimum	5
Maximum	128
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	5
5-th percentile	43
Q1	61
median	84
Q3	106
95-th percentile	124
Maximum	128
Range	123
Interquartile range (IQR)	45

Descriptive statistics

Standard deviation	26.3990308
Coefficient of variation (CV)	0.3176102578
Kurtosis	-1.11078595
Mean	83.11768953
Median Absolute Deviation (MAD)	22
Skewness	-0.04143070854
Sum	115118
Variance	696.908827
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
64	25	1.8%
114	24	1.7%
39	24	1.7%
95	23	1.7%
51	23	1.7%
87	22	1.6%
46	21	1.5%
65	21	1.5%
128	20	1.4%
103	20	1.4%
Other values (81)	1162	83.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	3	0.2%
39	24	1.7%
40	11	0.8%
41	19	1.4%
42	11	0.8%
43	18	1.3%
44	11	0.8%
45	16	1.2%
46	21	1.5%
47	16	1.2%

Value	Count	Frequency (%)
128	20	1.4%
127	14	1.0%
126	13	0.9%
125	20	1.4%
124	9	0.6%
123	13	0.9%
122	16	1.2%
121	15	1.1%
120	15	1.1%
119	19	1.4%

ALT 48
Real number (ℝ_≥0)

Distinct	91
Distinct (%)	6.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	83.62960289
Minimum	5
Maximum	128
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	5
5-th percentile	43
Q1	61
median	83
Q3	106
95-th percentile	124
Maximum	128
Range	123
Interquartile range (IQR)	45

Descriptive statistics

Standard deviation	26.22395469
Coefficient of variation (CV)	0.3135726319
Kurtosis	-1.076860808
Mean	83.62960289
Median Absolute Deviation (MAD)	22
Skewness	-0.04445700614
Sum	115827
Variance	687.6957993
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
78	25	1.8%
101	24	1.7%
120	24	1.7%
56	23	1.7%
107	23	1.7%
123	23	1.7%
44	23	1.7%
72	22	1.6%
114	21	1.5%
69	20	1.4%
Other values (81)	1157	83.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	3	0.2%
39	15	1.1%
40	11	0.8%
41	15	1.1%
42	15	1.1%
43	17	1.2%
44	23	1.7%
45	13	0.9%
46	11	0.8%
47	16	1.2%

Value	Count	Frequency (%)
128	20	1.4%
127	11	0.8%
126	18	1.3%
125	17	1.2%
124	18	1.3%
123	23	1.7%
122	9	0.6%
121	14	1.0%
120	24	1.7%
119	15	1.1%

ALT after 24 w
Real number (ℝ_≥0)

Distinct	25
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	33.43826715
Minimum	5
Maximum	45
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	5
5-th percentile	23
Q1	28
median	34
Q3	40
95-th percentile	44
Maximum	45
Range	40
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	7.073569416
Coefficient of variation (CV)	0.2115411479
Kurtosis	-0.7491137993
Mean	33.43826715
Median Absolute Deviation (MAD)	6
Skewness	-0.111222441
Sum	46312
Variance	50.03538428
Monotocity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
34	72	5.2%
25	69	5.0%
30	68	4.9%
45	65	4.7%
24	65	4.7%
43	64	4.6%
36	62	4.5%
28	60	4.3%
33	60	4.3%
41	59	4.3%
Other values (15)	741	53.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	3	0.2%
22	57	4.1%
23	57	4.1%
24	65	4.7%
25	69	5.0%
26	49	3.5%
27	41	3.0%
28	60	4.3%
29	51	3.7%
30	68	4.9%

Value	Count	Frequency (%)
45	65	4.7%
44	50	3.6%
43	64	4.6%
42	56	4.0%
41	59	4.3%
40	56	4.0%
39	57	4.1%
38	49	3.5%
37	51	3.7%
36	62	4.5%

RNA Base
Real number (ℝ_≥0)

Distinct	1384
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	590951.2188
Minimum	11
Maximum	1201086
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	11
5-th percentile	50027.8
Q1	269253
median	593103
Q3	886791
95-th percentile	1145480.8
Maximum	1201086
Range	1201075
Interquartile range (IQR)	617538

Descriptive statistics

Standard deviation	353935.3576
Coefficient of variation (CV)	0.5989248289
Kurtosis	-1.206751059
Mean	590951.2188
Median Absolute Deviation (MAD)	309342
Skewness	0.01866636659
Sum	818467438
Variance	1.252702374 × 10¹¹
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23179	2	0.1%
661503	1	0.1%
156310	1	0.1%
31384	1	0.1%
291481	1	0.1%
679752	1	0.1%
455324	1	0.1%
119454	1	0.1%
1145504	1	0.1%
653985	1	0.1%
Other values (1374)	1374	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11	1	0.1%
385	1	0.1%
1009	1	0.1%
1500	1	0.1%
4210	1	0.1%
5574	1	0.1%
6677	1	0.1%
8331	1	0.1%
8984	1	0.1%
10642	1	0.1%

Value	Count	Frequency (%)
1201086	1	0.1%
1200762	1	0.1%
1199901	1	0.1%
1199051	1	0.1%
1198310	1	0.1%
1197511	1	0.1%
1194936	1	0.1%
1194301	1	0.1%
1193200	1	0.1%
1192364	1	0.1%

RNA 4
Real number (ℝ_≥0)

Distinct	1384
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	600895.6498
Minimum	5
Maximum	1201715
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	5
5-th percentile	52951.8
Q1	270893
median	597869
Q3	909093
95-th percentile	1159783.4
Maximum	1201715
Range	1201710
Interquartile range (IQR)	638200

Descriptive statistics

Standard deviation	362315.1328
Coefficient of variation (CV)	0.6029584885
Kurtosis	-1.262065692
Mean	600895.6498
Median Absolute Deviation (MAD)	317201
Skewness	0.004409373266
Sum	832240475
Variance	1.312722554 × 10¹¹
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
709348	2	0.1%
158425	1	0.1%
1200201	1	0.1%
879407	1	0.1%
787879	1	0.1%
709314	1	0.1%
680644	1	0.1%
625349	1	0.1%
1186503	1	0.1%
670753	1	0.1%
Other values (1374)	1374	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	1	0.1%
190	1	0.1%
774	1	0.1%
813	1	0.1%
1573	1	0.1%
3556	1	0.1%
3758	1	0.1%
3805	1	0.1%
3875	1	0.1%
4794	1	0.1%

Value	Count	Frequency (%)
1201715	1	0.1%
1201123	1	0.1%
1200649	1	0.1%
1200273	1	0.1%
1200201	1	0.1%
1200194	1	0.1%
1200118	1	0.1%
1199513	1	0.1%
1199366	1	0.1%
1199348	1	0.1%

RNA 12
Real number (ℝ_≥0)

Distinct	1001
Distinct (%)	72.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	288753.6123
Minimum	5
Maximum	3731527
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	5
5-th percentile	5
Q1	5
median	234359
Q3	524819
95-th percentile	755950.6
Maximum	3731527
Range	3731522
Interquartile range (IQR)	524814

Descriptive statistics

Standard deviation	285350.6745
Coefficient of variation (CV)	0.9882150816
Kurtosis	13.75077862
Mean	288753.6123
Median Absolute Deviation (MAD)	234354
Skewness	1.597587289
Sum	399923753
Variance	8.142500744 × 10¹⁰
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	385	27.8%
690905	1	0.1%
209484	1	0.1%
679822	1	0.1%
35471	1	0.1%
729033	1	0.1%
764556	1	0.1%
628246	1	0.1%
244360	1	0.1%
66179	1	0.1%
Other values (991)	991	71.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	385	27.8%
617	1	0.1%
2206	1	0.1%
2517	1	0.1%
2744	1	0.1%
2898	1	0.1%
3143	1	0.1%
3853	1	0.1%
4230	1	0.1%
4854	1	0.1%

Value	Count	Frequency (%)
3731527	1	0.1%
810028	1	0.1%
809245	1	0.1%
806651	1	0.1%
806109	1	0.1%
805636	1	0.1%
805218	1	0.1%
803685	1	0.1%
802517	1	0.1%
801981	1	0.1%

RNA EOT
Real number (ℝ_≥0)

Distinct	1002
Distinct (%)	72.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	287660.3365
Minimum	5
Maximum	808450
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	5
5-th percentile	5
Q1	5
median	251376
Q3	517806
95-th percentile	747021.4
Maximum	808450
Range	808445
Interquartile range (IQR)	517801

Descriptive statistics

Standard deviation	264559.5251
Coefficient of variation (CV)	0.9196941376
Kurtosis	-1.202324311
Mean	287660.3365
Median Absolute Deviation (MAD)	251371
Skewness	0.4115446543
Sum	398409566
Variance	6.999174231 × 10¹⁰
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	384	27.7%
155395	1	0.1%
537019	1	0.1%
742083	1	0.1%
410305	1	0.1%
719552	1	0.1%
600539	1	0.1%
410300	1	0.1%
727795	1	0.1%
170888	1	0.1%
Other values (992)	992	71.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	384	27.7%
408	1	0.1%
2460	1	0.1%
6198	1	0.1%
6325	1	0.1%
6636	1	0.1%
7115	1	0.1%
8165	1	0.1%
8196	1	0.1%
8390	1	0.1%

Value	Count	Frequency (%)
808450	1	0.1%
808142	1	0.1%
807218	1	0.1%
807175	1	0.1%
806669	1	0.1%
806605	1	0.1%
806028	1	0.1%
805717	1	0.1%
804770	1	0.1%
804735	1	0.1%

RNA EF
Real number (ℝ_≥0)

Distinct	1004
Distinct (%)	72.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	291378.291
Minimum	5
Maximum	810333
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	5
5-th percentile	5
Q1	5
median	244049
Q3	527864
95-th percentile	753952.8
Maximum	810333
Range	810328
Interquartile range (IQR)	527859

Descriptive statistics

Standard deviation	267700.6917
Coefficient of variation (CV)	0.9187393159
Kurtosis	-1.230612399
Mean	291378.291
Median Absolute Deviation (MAD)	244044
Skewness	0.4050748116
Sum	403558933
Variance	7.166366034 × 10¹⁰
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	382	27.6%
657407	1	0.1%
574121	1	0.1%
311999	1	0.1%
578238	1	0.1%
58043	1	0.1%
684488	1	0.1%
588472	1	0.1%
578231	1	0.1%
639670	1	0.1%
Other values (994)	994	71.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	382	27.6%
570	1	0.1%
1417	1	0.1%
1876	1	0.1%
2549	1	0.1%
2633	1	0.1%
2831	1	0.1%
5005	1	0.1%
5628	1	0.1%
6583	1	0.1%

Value	Count	Frequency (%)
810333	1	0.1%
810056	1	0.1%
809017	1	0.1%
807660	1	0.1%
807603	1	0.1%
807076	1	0.1%
806425	1	0.1%
806204	1	0.1%
805061	1	0.1%
804036	1	0.1%

Baseline histological Grading
Real number (ℝ_≥0)

Distinct	14
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.761732852
Minimum	3
Maximum	16
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	3
5-th percentile	3
Q1	6
median	10
Q3	13
95-th percentile	16
Maximum	16
Range	13
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.023896452
Coefficient of variation (CV)	0.412211286
Kurtosis	-1.220059766
Mean	9.761732852
Median Absolute Deviation (MAD)	4
Skewness	-0.1059609037
Sum	13520
Variance	16.19174266
Monotocity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
15	139	10.0%
11	121	8.7%
14	106	7.7%
9	103	7.4%
6	102	7.4%
12	101	7.3%
8	97	7.0%
13	95	6.9%
4	94	6.8%
5	93	6.7%
Other values (4)	334	24.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	89	6.4%
4	94	6.8%
5	93	6.7%
6	102	7.4%
7	72	5.2%
8	97	7.0%
9	103	7.4%
10	87	6.3%
11	121	8.7%
12	101	7.3%

Value	Count	Frequency (%)
16	86	6.2%
15	139	10.0%
14	106	7.7%
13	95	6.9%
12	101	7.3%
11	121	8.7%
10	87	6.3%
9	103	7.4%
8	97	7.0%
7	72	5.2%

Baselinehistological staging
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	78.6 KiB

4	362
3	355
1	336
2	332

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1385
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	4
4th row	3
5th row	1

Value	Count	Frequency (%)
4	362	26.1%
3	355	25.6%
1	336	24.3%
2	332	24.0%

Histogram of lengths of the category

Value	Count	Frequency (%)
4	362	26.1%
3	355	25.6%
1	336	24.3%
2	332	24.0%

Most occurring characters

Value	Count	Frequency (%)
4	362	26.1%
3	355	25.6%
1	336	24.3%
2	332	24.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1385	100.0%

Most frequent character per category

Value	Count	Frequency (%)
4	362	26.1%
3	355	25.6%
1	336	24.3%
2	332	24.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1385	100.0%

Most frequent character per script

Value	Count	Frequency (%)
4	362	26.1%
3	355	25.6%
1	336	24.3%
2	332	24.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1385	100.0%

Most frequent character per block

Value	Count	Frequency (%)
4	362	26.1%
3	355	25.6%
1	336	24.3%
2	332	24.0%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Age	Gender	BMI	Fever	Nausea/Vomting	Headache	Diarrhea	Fatigue & generalized bone ache	Jaundice	Epigastric pain	WBC	RBC	HGB	Plat	AST 1	ALT 1	ALT4	ALT 12	ALT 24	ALT 36	ALT 48	ALT after 24 w	RNA Base	RNA 4	RNA 12	RNA EOT	RNA EF	Baseline histological Grading	Baselinehistological staging
0	56	1	35	2	1	1	1	2	2	2	7425	4248807.0	14	112132.0	99	84	52.0	109	81	5	5	5	655330	634536	288194	5	5	13	2
1	46	1	29	1	2	2	1	2	2	1	12101	4429425.0	10	129367.0	91	123	95.0	75	113	57	123	44	40620	538635	637056	336804	31085	4	2
2	57	1	33	2	2	2	2	1	1	1	4178	4621191.0	12	151522.0	113	49	95.0	107	116	5	5	5	571148	661346	5	735945	558829	4	4
3	49	2	33	1	2	1	2	1	2	1	6490	4794631.0	10	146457.0	43	64	109.0	80	88	48	77	33	1041941	449939	585688	744463	582301	10	3
4	59	1	32	1	1	2	1	2	2	2	3661	4606375.0	11	187684.0	99	104	67.0	48	120	94	90	30	660410	738756	3731527	338946	242861	11	1
5	58	2	22	2	2	2	1	2	2	1	11785	3882456.0	15	131228.0	66	104	121.0	96	65	73	114	29	1157452	1086852	5	5	5	4	4
6	42	2	26	1	1	2	2	2	2	2	11620	4747333.0	12	177261.0	78	57	113.0	118	107	84	80	28	325694	1034008	275095	214566	635157	12	4
7	48	2	30	1	1	2	2	1	1	2	7335	4405941.0	11	216176.0	119	112	80.0	127	45	96	53	39	641129	72050	787295	370605	506296	12	3
8	44	1	23	1	1	2	2	2	1	2	10480	4608464.0	12	148889.0	93	83	55.0	102	97	122	39	45	591441	757361	5	371090	203042	5	2
9	45	1	30	2	1	2	2	1	1	2	6681	4455329.0	12	98200.0	55	68	72.0	127	81	125	43	30	1151206	230488	267320	275295	555516	4	2

Last rows

	Age	Gender	BMI	Fever	Nausea/Vomting	Headache	Diarrhea	Fatigue & generalized bone ache	Jaundice	Epigastric pain	WBC	RBC	HGB	Plat	AST 1	ALT 1	ALT4	ALT 12	ALT 24	ALT 36	ALT 48	ALT after 24 w	RNA Base	RNA 4	RNA 12	RNA EOT	RNA EF	Baseline histological Grading	Baselinehistological staging
1375	59	1	28	1	2	1	1	2	2	1	9867	4367201.0	13	210688.0	86	87	102.0	53	119	124	65	25	1046235	270893	806651	68337	348445	16	2
1376	46	1	27	2	1	2	2	1	2	1	3637	4453055.0	12	120777.0	40	49	77.0	73	103	58	120	24	168044	1027366	5	5	5	11	2
1377	52	2	25	1	2	1	1	1	1	1	7480	3922244.0	14	183040.0	109	50	98.0	74	50	64	122	41	174686	434026	451156	634462	396750	16	2
1378	33	1	24	1	1	1	2	2	2	1	7730	4627740.0	11	180703.0	42	124	67.0	90	56	46	127	32	1174355	1039853	531640	720118	13809	16	4
1379	53	1	31	2	2	1	2	2	2	1	4196	4076324.0	12	150065.0	89	113	52.0	39	54	86	78	36	886656	460080	591040	621014	20645	13	4
1380	44	1	29	1	2	2	2	1	1	1	7044	4957174.0	15	202520.0	122	59	78.0	106	127	63	44	45	387795	55938	5	5	5	15	4
1381	55	1	34	1	2	2	1	1	1	1	6207	4636951.0	10	115776.0	128	102	65.0	99	108	97	64	41	481378	152961	393339	73574	236273	10	2
1382	42	1	26	2	2	1	1	1	2	1	4913	4122038.0	14	128354.0	61	93	123.0	61	116	87	39	24	612664	572756	806109	343719	160457	6	2
1383	52	1	29	2	1	1	2	2	2	1	7257	4241990.0	10	205908.0	70	97	104.0	74	47	48	81	43	139872	76161	515730	2460	696074	15	3
1384	55	2	26	1	2	2	2	1	2	1	11832	4059176.0	14	136615.0	51	126	39.0	68	115	64	71	34	1190577	628730	5	5	5	13	3

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows